{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T22:03:46.453790Z",
     "start_time": "2020-05-22T22:03:45.109040Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "from astropaint import Canvas\n",
    "from astropaint.lib import utils\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams[\"figure.figsize\"]=(8,6)\n",
    "\n",
    "np.random.seed(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-02T00:10:04.809158Z",
     "start_time": "2020-05-02T00:10:04.784319Z"
    }
   },
   "source": [
    "You can fetch the Planck 2018 CMB TT power spectrum using the `utils.get_CMB_Cl` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T22:03:51.287693Z",
     "start_time": "2020-05-22T22:03:51.280471Z"
    }
   },
   "outputs": [],
   "source": [
    "lmax = 6000\n",
    "L, CMB_Cl = utils.get_CMB_Cl(lmax, mode=\"TT\", return_ell=True, uK=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-02T00:33:13.653665Z",
     "start_time": "2020-05-02T00:33:12.658578Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, 6000)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.loglog(L, L**2*CMB_Cl, label =\" CMB Power Spectrum\")\n",
    "\n",
    "plt.ylabel(\"$\\ell^2 C_\\ell$\")\n",
    "plt.xlabel(\"$\\ell$\")\n",
    "\n",
    "plt.legend()\n",
    "plt.xlim(2,lmax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's initialize a canvas with no catalog."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-02T00:33:13.937530Z",
     "start_time": "2020-05-02T00:33:13.856715Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Building the dataframe and updating all the parameters...\n",
      "\n",
      "Done!\n"
     ]
    }
   ],
   "source": [
    "nside = 2048 \n",
    "canvas = Canvas(None,nside)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-02T00:33:30.046861Z",
     "start_time": "2020-05-02T00:33:14.059624Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/siavashyasini/.local/lib/python3.7/site-packages/healpy/sphtfunc.py:400: FutureChangeWarning: The order of the input cl's will change in a future release.\n",
      "Use new=True keyword to start using the new order.\n",
      "See documentation of healpy.synalm.\n",
      "  category=FutureChangeWarning,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sigma is 0.000000 arcmin (0.000000 rad) \n",
      "-> fwhm is 0.000000 arcmin\n"
     ]
    }
   ],
   "source": [
    "canvas.add_cmb(Cl=CMB_Cl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-02T00:33:30.586640Z",
     "start_time": "2020-05-02T00:33:30.212599Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/siavashyasini/.local/lib/python3.7/site-packages/healpy/projaxes.py:1196: MatplotlibDeprecationWarning: \n",
      "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
      "  if matplotlib.cbook.iterable(value):\n",
      "/Users/siavashyasini/.local/lib/python3.7/site-packages/healpy/projaxes.py:1155: MatplotlibDeprecationWarning: \n",
      "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
      "  if matplotlib.cbook.iterable(value):\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 612x388.8 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "canvas.show_map(\"cart\", \n",
    "                lonra=[0,5], latra=[0,5],\n",
    "               title=\"CMB\",\n",
    "               unit=\"uK\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cool! Now let's cut this out of the canvas using the cutout method which returns a generator. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-02T00:33:30.760563Z",
     "start_time": "2020-05-02T00:33:30.754526Z"
    }
   },
   "outputs": [],
   "source": [
    "cutouts = canvas.cutouts(halo_list=\"all\", \n",
    "                         lon_range=[0,5], lat_range=[0,5],\n",
    "                         xpix=400\n",
    "                        )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `halo_list=\"all\"` argument isn't really doing anything here. Since we didn't pass a catalog into the canvas, an empty one had been generated implicitly. This is what it looks like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-02T00:33:30.959890Z",
     "start_time": "2020-05-02T00:33:30.918891Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "      <th>v_x</th>\n",
       "      <th>v_y</th>\n",
       "      <th>v_z</th>\n",
       "      <th>M_200c</th>\n",
       "      <th>D_c</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>...</th>\n",
       "      <th>R_200c</th>\n",
       "      <th>c_200c</th>\n",
       "      <th>R_ang_200c</th>\n",
       "      <th>rho_s</th>\n",
       "      <th>R_s</th>\n",
       "      <th>v_r</th>\n",
       "      <th>v_th</th>\n",
       "      <th>v_ph</th>\n",
       "      <th>v_lat</th>\n",
       "      <th>v_lon</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>inf</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     x    y    z  v_x  v_y  v_z  M_200c  D_c  lat  lon  ...  R_200c  c_200c  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0     0.0  0.0  0.0  0.0  ...     0.0     inf   \n",
       "\n",
       "   R_ang_200c  rho_s  R_s  v_r  v_th  v_ph  v_lat  v_lon  \n",
       "0         NaN    NaN  0.0  0.0   0.0   0.0   -0.0    0.0  \n",
       "\n",
       "[1 rows x 24 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "canvas.catalog.data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a single point at the center of the map, so the `cutouts` generator only contains a single patch around this point. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-02T00:33:31.240223Z",
     "start_time": "2020-05-02T00:33:31.190138Z"
    }
   },
   "outputs": [],
   "source": [
    "patch = list(cutouts)[0] # equivalent to patch=next(cutouts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-02T00:33:34.849396Z",
     "start_time": "2020-05-02T00:33:31.523794Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x13d93cfd0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1,figsize=(6,6))\n",
    "\n",
    "plt.pcolor(patch, cmap=canvas.cmap, )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We could have added noise to the patch in a similar way."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-02T00:33:38.986449Z",
     "start_time": "2020-05-02T00:33:38.972238Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Planck noise @ [217] GHz:\n",
      "fwhm    [arcmin]    = [5.0]\n",
      "sigma_T [uK-arcmin] = [46.8]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "Nl = utils.get_experiment_Nl(lmax=lmax, name=\"Planck\", frequency=[217], uK=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-02T00:33:40.346532Z",
     "start_time": "2020-05-02T00:33:39.865082Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, 6000)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.loglog(L, L**2*CMB_Cl, label = \"CMB Power Spectrum\")\n",
    "plt.loglog(L, L**2*Nl, label =\"Planck 217 Noise\")\n",
    "\n",
    "plt.ylabel(\"$\\ell^2 C_\\ell$\")\n",
    "plt.xlabel(\"$\\ell$\")\n",
    "\n",
    "plt.legend()\n",
    "plt.xlim(2,lmax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-02T00:34:01.380411Z",
     "start_time": "2020-05-02T00:33:41.622907Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sigma is 0.000000 arcmin (0.000000 rad) \n",
      "-> fwhm is 0.000000 arcmin\n"
     ]
    }
   ],
   "source": [
    "canvas.add_noise(Nl=Nl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-02T00:34:02.081910Z",
     "start_time": "2020-05-02T00:34:01.741692Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 612x388.8 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "canvas.show_map(\"cart\", \n",
    "                lonra=[0,5], latra=[0,5],\n",
    "                title=\"CMB+Noise\",\n",
    "                unit=\"uK\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a bit noisier than what we had before. Can you see it? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
